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• W1977314778 abstract "Estimation and testing procedures for generalized additive (interaction) models are developed. We present extensions of several existing procedures for additive models when the link is the identity. This set of methods includes estimation of all component functions and their derivatives, testing functional forms and in particular variable selection. Theorems and simulation results are presented for the fundamentally new procedures. These comprise of, in particular, the introduction of local polynomial smoothing for this kind of models and the testing, including variable selection. Our method is straightforward to implement and the simulation studies show good performance in even small data sets." @default.
• W1977314778 created "2016-06-24" @default.
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• W1977314778 date "2003-08-01" @default.
• W1977314778 modified "2023-09-27" @default.
• W1977314778 title "Derivative estimation and testing in generalized additive models" @default.
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• W1977314778 doi "https://doi.org/10.1016/s0378-3758(02)00163-5" @default.
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